NEWThe Silent Killer of Test Automation
Everyone wants automation, but very few teams invest in the stable environments it needs. Shared, unstable test environments quietly destroy trust, signal quality, and engineering speed.
Hi, I'm Zoltan a Senior QA Specialist focused on AI evaluation, LLM testing, RAG quality, and reliable automation. This blog is for manual testers, automation engineers, and QA professionals who want to grow into the future of AI testing.




Manual testing, automation, and exploratory thinking still matter. AI testing builds on those skills and adds evaluation, safety checks, data quality, and production monitoring.
Exploratory testing, user empathy, risk thinking, and clear bug reports are still the foundation.
Automation turns repeatable checks into pipelines, quality gates, and release confidence.
AI testing adds rubrics, datasets, LLM judges, prompt security, RAG checks, and drift monitoring.
AI outputs vary. Reliable testing depends on rubrics, curated datasets, statistical signals, and calibrated LLM-as-judge patterns.
Prompt injection, jailbreaks, data leakage, and unsafe tool use make AI security testing a core quality responsibility.
Model, prompt, and retrieval changes can shift behavior silently. Production monitoring and regression evaluation are essential.
NEWEveryone wants automation, but very few teams invest in the stable environments it needs. Shared, unstable test environments quietly destroy trust, signal quality, and engineering speed.

AI excels at repetitive testing, but handing over critical QA workflows without human oversight is dangerous in high-stakes environments and why QA Evolve exists.

A free mobile app for aspiring testers and QA engineers to practice skills, build confidence, and learn QA in short daily sessions.
Read the same articles as this site in English or Hungarian. Turn on optional push notifications when new posts go live.
Interactive QA quiz decks for day to day testing and interview prep. Your scores stay on your phone.
Earn badges, build day streaks, and collect points to measure your skills over time.
Curated docs, courses, and videos for manual testing, automation, and quality engineering.
Quiz scores, streaks, achievements, settings, and everything else the app saves stay on your device. Nothing is uploaded to our servers.

AI-generated music and side experiments on my channel. Not every upload is a tutorial. Here's the latest if you want a quick break.
QA Evolve

I'm Zoltan, a Senior QA Specialist based in Budapest with over 12 years of experience in software quality. My work covers manual testing, automation architecture, CI/CD quality practices, QA leadership, and security-focused testing. Today, I focus on helping QA professionals understand AI evaluation, LLM testing strategies, RAG system reliability, and practical guardrails for real-world AI applications.